== Physical Plan ==
CollectLimit (19)
+- * ColumnarToRow (18)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (17)
+- * BroadcastNestedLoopJoin Cross BuildRight (16)
:- * Project (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (15)
+- * Project (14)
+- * Filter (13)
+- * ColumnarToRow (12)
+- InMemoryTableScan (10)
+- InMemoryRelation (11)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94071005, ret_small#94071035, differential#94071124]
Arguments: [ret_large#94071005, ret_small#94071035, differential#94071124]
(2) InMemoryRelation
Arguments: [ret_large#94071005, ret_small#94071035, differential#94071124], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94071005, ret_small#94071035, (ret_large#94071005 - ret_small#94071035) AS differential#94071124]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94068419 AS ret_large#94071005]
: +- *(2) Filter (isnotnull(cap#94068413) AND (cap#94068413 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94068419, cap#94068413], [isnotnull(cap#94068413), (cap#94068413 = 1.0)]
: +- InMemoryRelation [cap#94068413, retIC#94068414, resretIC#94068415, numcos#94068416, numdates#94068417, annual_bmret#94068418, annual_ret#94068419, std_ret#94068420, Sharpe_ret#94068421, PctPos_ret#94068422, TR_ret#94068423, IR_ret#94068424, annual_resret#94068425, std_resret#94068426, Sharpe_resret#94068507, PctPos_resret#94068508, TR_resret#94068520, IR_resret#94068534, annual_retnet#94068547, std_retnet#94068548, Sharpe_retnet#94068549, PctPos_retnet#94068562, TR_retnet#94068563, IR_retnet#94068590, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94068252 = NA) OR (cap#94068252 = null)) THEN null ELSE cast(cap#94068252 as float) END AS cap#94068413, CASE WHEN ((retIC#94068253 = NA) OR (retIC#94068253 = null)) THEN null ELSE cast(retIC#94068253 as float) END AS retIC#94068414, CASE WHEN ((resretIC#94068254 = NA) OR (resretIC#94068254 = null)) THEN null ELSE cast(resretIC#94068254 as float) END AS resretIC#94068415, CASE WHEN ((numcos#94068255 = NA) OR (numcos#94068255 = null)) THEN null ELSE cast(numcos#94068255 as float) END AS numcos#94068416, CASE WHEN ((numdates#94068256 = NA) OR (numdates#94068256 = null)) THEN null ELSE cast(numdates#94068256 as int) END AS numdates#94068417, CASE WHEN ((annual_bmret#94068257 = NA) OR (annual_bmret#94068257 = null)) THEN null ELSE cast(annual_bmret#94068257 as float) END AS annual_bmret#94068418, CASE WHEN ((annual_ret#94068258 = NA) OR (annual_ret#94068258 = null)) THEN null ELSE cast(annual_ret#94068258 as float) END AS annual_ret#94068419, CASE WHEN ((std_ret#94068259 = NA) OR (std_ret#94068259 = null)) THEN null ELSE cast(std_ret#94068259 as float) END AS std_ret#94068420, CASE WHEN ((Sharpe_ret#94068260 = NA) OR (Sharpe_ret#94068260 = null)) THEN null ELSE cast(Sharpe_ret#94068260 as float) END AS Sharpe_ret#94068421, CASE WHEN ((PctPos_ret#94068261 = NA) OR (PctPos_ret#94068261 = null)) THEN null ELSE cast(PctPos_ret#94068261 as float) END AS PctPos_ret#94068422, CASE WHEN ((TR_ret#94068262 = NA) OR (TR_ret#94068262 = null)) THEN null ELSE cast(TR_ret#94068262 as float) END AS TR_ret#94068423, CASE WHEN ((IR_ret#94068263 = NA) OR (IR_ret#94068263 = null)) THEN null ELSE cast(IR_ret#94068263 as float) END AS IR_ret#94068424, CASE WHEN ((annual_resret#94068264 = NA) OR (annual_resret#94068264 = null)) THEN null ELSE cast(annual_resret#94068264 as float) END AS annual_resret#94068425, CASE WHEN ((std_resret#94068265 = NA) OR (std_resret#94068265 = null)) THEN null ELSE cast(std_resret#94068265 as float) END AS std_resret#94068426, CASE WHEN ((Sharpe_resret#94068266 = NA) OR (Sharpe_resret#94068266 = null)) THEN null ELSE cast(Sharpe_resret#94068266 as float) END AS Sharpe_resret#94068507, CASE WHEN ((PctPos_resret#94068267 = NA) OR (PctPos_resret#94068267 = null)) THEN null ELSE cast(PctPos_resret#94068267 as float) END AS PctPos_resret#94068508, CASE WHEN ((TR_resret#94068268 = NA) OR (TR_resret#94068268 = null)) THEN null ELSE cast(TR_resret#94068268 as float) END AS TR_resret#94068520, CASE WHEN ((IR_resret#94068269 = NA) OR (IR_resret#94068269 = null)) THEN null ELSE cast(IR_resret#94068269 as float) END AS IR_resret#94068534, CASE WHEN ((annual_retnet#94068270 = NA) OR (annual_retnet#94068270 = null)) THEN null ELSE cast(annual_retnet#94068270 as float) END AS annual_retnet#94068547, CASE WHEN ((std_retnet#94068271 = NA) OR (std_retnet#94068271 = null)) THEN null ELSE cast(std_retnet#94068271 as float) END AS std_retnet#94068548, CASE WHEN ((Sharpe_retnet#94068272 = NA) OR (Sharpe_retnet#94068272 = null)) THEN null ELSE cast(Sharpe_retnet#94068272 as float) END AS Sharpe_retnet#94068549, CASE WHEN ((PctPos_retnet#94068273 = NA) OR (PctPos_retnet#94068273 = null)) THEN null ELSE cast(PctPos_retnet#94068273 as float) END AS PctPos_retnet#94068562, CASE WHEN ((TR_retnet#94068274 = NA) OR (TR_retnet#94068274 = null)) THEN null ELSE cast(TR_retnet#94068274 as float) END AS TR_retnet#94068563, CASE WHEN ((IR_retnet#94068275 = NA) OR (IR_retnet#94068275 = null)) THEN null ELSE cast(IR_retnet#94068275 as float) END AS IR_retnet#94068590, ... 2 more fields]
: +- FileScan csv [cap#94068252,retIC#94068253,resretIC#94068254,numcos#94068255,numdates#94068256,annual_bmret#94068257,annual_ret#94068258,std_ret#94068259,Sharpe_ret#94068260,PctPos_ret#94068261,TR_ret#94068262,IR_ret#94068263,annual_resret#94068264,std_resret#94068265,Sharpe_resret#94068266,PctPos_resret#94068267,TR_resret#94068268,IR_resret#94068269,annual_retnet#94068270,std_retnet#94068271,Sharpe_retnet#94068272,PctPos_retnet#94068273,TR_retnet#94068274,IR_retnet#94068275,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7510946]
+- *(1) Project [annual_ret#94068419 AS ret_small#94071035]
+- *(1) Filter (isnotnull(cap#94068413) AND (cap#94068413 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94068419, cap#94068413], [isnotnull(cap#94068413), (cap#94068413 = 3.0)]
+- InMemoryRelation [cap#94068413, retIC#94068414, resretIC#94068415, numcos#94068416, numdates#94068417, annual_bmret#94068418, annual_ret#94068419, std_ret#94068420, Sharpe_ret#94068421, PctPos_ret#94068422, TR_ret#94068423, IR_ret#94068424, annual_resret#94068425, std_resret#94068426, Sharpe_resret#94068507, PctPos_resret#94068508, TR_resret#94068520, IR_resret#94068534, annual_retnet#94068547, std_retnet#94068548, Sharpe_retnet#94068549, PctPos_retnet#94068562, TR_retnet#94068563, IR_retnet#94068590, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94068252 = NA) OR (cap#94068252 = null)) THEN null ELSE cast(cap#94068252 as float) END AS cap#94068413, CASE WHEN ((retIC#94068253 = NA) OR (retIC#94068253 = null)) THEN null ELSE cast(retIC#94068253 as float) END AS retIC#94068414, CASE WHEN ((resretIC#94068254 = NA) OR (resretIC#94068254 = null)) THEN null ELSE cast(resretIC#94068254 as float) END AS resretIC#94068415, CASE WHEN ((numcos#94068255 = NA) OR (numcos#94068255 = null)) THEN null ELSE cast(numcos#94068255 as float) END AS numcos#94068416, CASE WHEN ((numdates#94068256 = NA) OR (numdates#94068256 = null)) THEN null ELSE cast(numdates#94068256 as int) END AS numdates#94068417, CASE WHEN ((annual_bmret#94068257 = NA) OR (annual_bmret#94068257 = null)) THEN null ELSE cast(annual_bmret#94068257 as float) END AS annual_bmret#94068418, CASE WHEN ((annual_ret#94068258 = NA) OR (annual_ret#94068258 = null)) THEN null ELSE cast(annual_ret#94068258 as float) END AS annual_ret#94068419, CASE WHEN ((std_ret#94068259 = NA) OR (std_ret#94068259 = null)) THEN null ELSE cast(std_ret#94068259 as float) END AS std_ret#94068420, CASE WHEN ((Sharpe_ret#94068260 = NA) OR (Sharpe_ret#94068260 = null)) THEN null ELSE cast(Sharpe_ret#94068260 as float) END AS Sharpe_ret#94068421, CASE WHEN ((PctPos_ret#94068261 = NA) OR (PctPos_ret#94068261 = null)) THEN null ELSE cast(PctPos_ret#94068261 as float) END AS PctPos_ret#94068422, CASE WHEN ((TR_ret#94068262 = NA) OR (TR_ret#94068262 = null)) THEN null ELSE cast(TR_ret#94068262 as float) END AS TR_ret#94068423, CASE WHEN ((IR_ret#94068263 = NA) OR (IR_ret#94068263 = null)) THEN null ELSE cast(IR_ret#94068263 as float) END AS IR_ret#94068424, CASE WHEN ((annual_resret#94068264 = NA) OR (annual_resret#94068264 = null)) THEN null ELSE cast(annual_resret#94068264 as float) END AS annual_resret#94068425, CASE WHEN ((std_resret#94068265 = NA) OR (std_resret#94068265 = null)) THEN null ELSE cast(std_resret#94068265 as float) END AS std_resret#94068426, CASE WHEN ((Sharpe_resret#94068266 = NA) OR (Sharpe_resret#94068266 = null)) THEN null ELSE cast(Sharpe_resret#94068266 as float) END AS Sharpe_resret#94068507, CASE WHEN ((PctPos_resret#94068267 = NA) OR (PctPos_resret#94068267 = null)) THEN null ELSE cast(PctPos_resret#94068267 as float) END AS PctPos_resret#94068508, CASE WHEN ((TR_resret#94068268 = NA) OR (TR_resret#94068268 = null)) THEN null ELSE cast(TR_resret#94068268 as float) END AS TR_resret#94068520, CASE WHEN ((IR_resret#94068269 = NA) OR (IR_resret#94068269 = null)) THEN null ELSE cast(IR_resret#94068269 as float) END AS IR_resret#94068534, CASE WHEN ((annual_retnet#94068270 = NA) OR (annual_retnet#94068270 = null)) THEN null ELSE cast(annual_retnet#94068270 as float) END AS annual_retnet#94068547, CASE WHEN ((std_retnet#94068271 = NA) OR (std_retnet#94068271 = null)) THEN null ELSE cast(std_retnet#94068271 as float) END AS std_retnet#94068548, CASE WHEN ((Sharpe_retnet#94068272 = NA) OR (Sharpe_retnet#94068272 = null)) THEN null ELSE cast(Sharpe_retnet#94068272 as float) END AS Sharpe_retnet#94068549, CASE WHEN ((PctPos_retnet#94068273 = NA) OR (PctPos_retnet#94068273 = null)) THEN null ELSE cast(PctPos_retnet#94068273 as float) END AS PctPos_retnet#94068562, CASE WHEN ((TR_retnet#94068274 = NA) OR (TR_retnet#94068274 = null)) THEN null ELSE cast(TR_retnet#94068274 as float) END AS TR_retnet#94068563, CASE WHEN ((IR_retnet#94068275 = NA) OR (IR_retnet#94068275 = null)) THEN null ELSE cast(IR_retnet#94068275 as float) END AS IR_retnet#94068590, ... 2 more fields]
+- FileScan csv [cap#94068252,retIC#94068253,resretIC#94068254,numcos#94068255,numdates#94068256,annual_bmret#94068257,annual_ret#94068258,std_ret#94068259,Sharpe_ret#94068260,PctPos_ret#94068261,TR_ret#94068262,IR_ret#94068263,annual_resret#94068264,std_resret#94068265,Sharpe_resret#94068266,PctPos_resret#94068267,TR_resret#94068268,IR_resret#94068269,annual_retnet#94068270,std_retnet#94068271,Sharpe_retnet#94068272,PctPos_retnet#94068273,TR_retnet#94068274,IR_retnet#94068275,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94068419, cap#94068413]
Arguments: [annual_ret#94068419, cap#94068413], [isnotnull(cap#94068413), (cap#94068413 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94068413, retIC#94068414, resretIC#94068415, numcos#94068416, numdates#94068417, annual_bmret#94068418, annual_ret#94068419, std_ret#94068420, Sharpe_ret#94068421, PctPos_ret#94068422, TR_ret#94068423, IR_ret#94068424, annual_resret#94068425, std_resret#94068426, Sharpe_resret#94068507, PctPos_resret#94068508, TR_resret#94068520, IR_resret#94068534, annual_retnet#94068547, std_retnet#94068548, Sharpe_retnet#94068549, PctPos_retnet#94068562, TR_retnet#94068563, IR_retnet#94068590, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94068252 = NA) OR (cap#94068252 = null)) THEN null ELSE cast(cap#94068252 as float) END AS cap#94068413, CASE WHEN ((retIC#94068253 = NA) OR (retIC#94068253 = null)) THEN null ELSE cast(retIC#94068253 as float) END AS retIC#94068414, CASE WHEN ((resretIC#94068254 = NA) OR (resretIC#94068254 = null)) THEN null ELSE cast(resretIC#94068254 as float) END AS resretIC#94068415, CASE WHEN ((numcos#94068255 = NA) OR (numcos#94068255 = null)) THEN null ELSE cast(numcos#94068255 as float) END AS numcos#94068416, CASE WHEN ((numdates#94068256 = NA) OR (numdates#94068256 = null)) THEN null ELSE cast(numdates#94068256 as int) END AS numdates#94068417, CASE WHEN ((annual_bmret#94068257 = NA) OR (annual_bmret#94068257 = null)) THEN null ELSE cast(annual_bmret#94068257 as float) END AS annual_bmret#94068418, CASE WHEN ((annual_ret#94068258 = NA) OR (annual_ret#94068258 = null)) THEN null ELSE cast(annual_ret#94068258 as float) END AS annual_ret#94068419, CASE WHEN ((std_ret#94068259 = NA) OR (std_ret#94068259 = null)) THEN null ELSE cast(std_ret#94068259 as float) END AS std_ret#94068420, CASE WHEN ((Sharpe_ret#94068260 = NA) OR (Sharpe_ret#94068260 = null)) THEN null ELSE cast(Sharpe_ret#94068260 as float) END AS Sharpe_ret#94068421, CASE WHEN ((PctPos_ret#94068261 = NA) OR (PctPos_ret#94068261 = null)) THEN null ELSE cast(PctPos_ret#94068261 as float) END AS PctPos_ret#94068422, CASE WHEN ((TR_ret#94068262 = NA) OR (TR_ret#94068262 = null)) THEN null ELSE cast(TR_ret#94068262 as float) END AS TR_ret#94068423, CASE WHEN ((IR_ret#94068263 = NA) OR (IR_ret#94068263 = null)) THEN null ELSE cast(IR_ret#94068263 as float) END AS IR_ret#94068424, CASE WHEN ((annual_resret#94068264 = NA) OR (annual_resret#94068264 = null)) THEN null ELSE cast(annual_resret#94068264 as float) END AS annual_resret#94068425, CASE WHEN ((std_resret#94068265 = NA) OR (std_resret#94068265 = null)) THEN null ELSE cast(std_resret#94068265 as float) END AS std_resret#94068426, CASE WHEN ((Sharpe_resret#94068266 = NA) OR (Sharpe_resret#94068266 = null)) THEN null ELSE cast(Sharpe_resret#94068266 as float) END AS Sharpe_resret#94068507, CASE WHEN ((PctPos_resret#94068267 = NA) OR (PctPos_resret#94068267 = null)) THEN null ELSE cast(PctPos_resret#94068267 as float) END AS PctPos_resret#94068508, CASE WHEN ((TR_resret#94068268 = NA) OR (TR_resret#94068268 = null)) THEN null ELSE cast(TR_resret#94068268 as float) END AS TR_resret#94068520, CASE WHEN ((IR_resret#94068269 = NA) OR (IR_resret#94068269 = null)) THEN null ELSE cast(IR_resret#94068269 as float) END AS IR_resret#94068534, CASE WHEN ((annual_retnet#94068270 = NA) OR (annual_retnet#94068270 = null)) THEN null ELSE cast(annual_retnet#94068270 as float) END AS annual_retnet#94068547, CASE WHEN ((std_retnet#94068271 = NA) OR (std_retnet#94068271 = null)) THEN null ELSE cast(std_retnet#94068271 as float) END AS std_retnet#94068548, CASE WHEN ((Sharpe_retnet#94068272 = NA) OR (Sharpe_retnet#94068272 = null)) THEN null ELSE cast(Sharpe_retnet#94068272 as float) END AS Sharpe_retnet#94068549, CASE WHEN ((PctPos_retnet#94068273 = NA) OR (PctPos_retnet#94068273 = null)) THEN null ELSE cast(PctPos_retnet#94068273 as float) END AS PctPos_retnet#94068562, CASE WHEN ((TR_retnet#94068274 = NA) OR (TR_retnet#94068274 = null)) THEN null ELSE cast(TR_retnet#94068274 as float) END AS TR_retnet#94068563, CASE WHEN ((IR_retnet#94068275 = NA) OR (IR_retnet#94068275 = null)) THEN null ELSE cast(IR_retnet#94068275 as float) END AS IR_retnet#94068590, ... 2 more fields]
+- FileScan csv [cap#94068252,retIC#94068253,resretIC#94068254,numcos#94068255,numdates#94068256,annual_bmret#94068257,annual_ret#94068258,std_ret#94068259,Sharpe_ret#94068260,PctPos_ret#94068261,TR_ret#94068262,IR_ret#94068263,annual_resret#94068264,std_resret#94068265,Sharpe_resret#94068266,PctPos_resret#94068267,TR_resret#94068268,IR_resret#94068269,annual_retnet#94068270,std_retnet#94068271,Sharpe_retnet#94068272,PctPos_retnet#94068273,TR_retnet#94068274,IR_retnet#94068275,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94068252, retIC#94068253, resretIC#94068254, numcos#94068255, numdates#94068256, annual_bmret#94068257, annual_ret#94068258, std_ret#94068259, Sharpe_ret#94068260, PctPos_ret#94068261, TR_ret#94068262, IR_ret#94068263, annual_resret#94068264, std_resret#94068265, Sharpe_resret#94068266, PctPos_resret#94068267, TR_resret#94068268, IR_resret#94068269, annual_retnet#94068270, std_retnet#94068271, Sharpe_retnet#94068272, PctPos_retnet#94068273, TR_retnet#94068274, IR_retnet#94068275, turnover#94068276, coverage#94068277]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/stats_cap.csv]
ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos_ret:string,TR_ret:string,IR_ret:string,annual_resret:string,std_resret:string,Sharpe_resret:string,PctPos_resret:string,TR_resret:string,IR_resret:string,annual_retnet:string,std_retnet:string,Sharpe_retnet:string,PctPos_retnet:string,TR_retnet:string,IR_retnet:string,turnover:string,coverage:string>
(6) Project [codegen id : 1]
Output [26]: [CASE WHEN ((cap#94068252 = NA) OR (cap#94068252 = null)) THEN null ELSE cast(cap#94068252 as float) END AS cap#94068413, CASE WHEN ((retIC#94068253 = NA) OR (retIC#94068253 = null)) THEN null ELSE cast(retIC#94068253 as float) END AS retIC#94068414, CASE WHEN ((resretIC#94068254 = NA) OR (resretIC#94068254 = null)) THEN null ELSE cast(resretIC#94068254 as float) END AS resretIC#94068415, CASE WHEN ((numcos#94068255 = NA) OR (numcos#94068255 = null)) THEN null ELSE cast(numcos#94068255 as float) END AS numcos#94068416, CASE WHEN ((numdates#94068256 = NA) OR (numdates#94068256 = null)) THEN null ELSE cast(numdates#94068256 as int) END AS numdates#94068417, CASE WHEN ((annual_bmret#94068257 = NA) OR (annual_bmret#94068257 = null)) THEN null ELSE cast(annual_bmret#94068257 as float) END AS annual_bmret#94068418, CASE WHEN ((annual_ret#94068258 = NA) OR (annual_ret#94068258 = null)) THEN null ELSE cast(annual_ret#94068258 as float) END AS annual_ret#94068419, CASE WHEN ((std_ret#94068259 = NA) OR (std_ret#94068259 = null)) THEN null ELSE cast(std_ret#94068259 as float) END AS std_ret#94068420, CASE WHEN ((Sharpe_ret#94068260 = NA) OR (Sharpe_ret#94068260 = null)) THEN null ELSE cast(Sharpe_ret#94068260 as float) END AS Sharpe_ret#94068421, CASE WHEN ((PctPos_ret#94068261 = NA) OR (PctPos_ret#94068261 = null)) THEN null ELSE cast(PctPos_ret#94068261 as float) END AS PctPos_ret#94068422, CASE WHEN ((TR_ret#94068262 = NA) OR (TR_ret#94068262 = null)) THEN null ELSE cast(TR_ret#94068262 as float) END AS TR_ret#94068423, CASE WHEN ((IR_ret#94068263 = NA) OR (IR_ret#94068263 = null)) THEN null ELSE cast(IR_ret#94068263 as float) END AS IR_ret#94068424, CASE WHEN ((annual_resret#94068264 = NA) OR (annual_resret#94068264 = null)) THEN null ELSE cast(annual_resret#94068264 as float) END AS annual_resret#94068425, CASE WHEN ((std_resret#94068265 = NA) OR (std_resret#94068265 = null)) THEN null ELSE cast(std_resret#94068265 as float) END AS std_resret#94068426, CASE WHEN ((Sharpe_resret#94068266 = NA) OR (Sharpe_resret#94068266 = null)) THEN null ELSE cast(Sharpe_resret#94068266 as float) END AS Sharpe_resret#94068507, CASE WHEN ((PctPos_resret#94068267 = NA) OR (PctPos_resret#94068267 = null)) THEN null ELSE cast(PctPos_resret#94068267 as float) END AS PctPos_resret#94068508, CASE WHEN ((TR_resret#94068268 = NA) OR (TR_resret#94068268 = null)) THEN null ELSE cast(TR_resret#94068268 as float) END AS TR_resret#94068520, CASE WHEN ((IR_resret#94068269 = NA) OR (IR_resret#94068269 = null)) THEN null ELSE cast(IR_resret#94068269 as float) END AS IR_resret#94068534, CASE WHEN ((annual_retnet#94068270 = NA) OR (annual_retnet#94068270 = null)) THEN null ELSE cast(annual_retnet#94068270 as float) END AS annual_retnet#94068547, CASE WHEN ((std_retnet#94068271 = NA) OR (std_retnet#94068271 = null)) THEN null ELSE cast(std_retnet#94068271 as float) END AS std_retnet#94068548, CASE WHEN ((Sharpe_retnet#94068272 = NA) OR (Sharpe_retnet#94068272 = null)) THEN null ELSE cast(Sharpe_retnet#94068272 as float) END AS Sharpe_retnet#94068549, CASE WHEN ((PctPos_retnet#94068273 = NA) OR (PctPos_retnet#94068273 = null)) THEN null ELSE cast(PctPos_retnet#94068273 as float) END AS PctPos_retnet#94068562, CASE WHEN ((TR_retnet#94068274 = NA) OR (TR_retnet#94068274 = null)) THEN null ELSE cast(TR_retnet#94068274 as float) END AS TR_retnet#94068563, CASE WHEN ((IR_retnet#94068275 = NA) OR (IR_retnet#94068275 = null)) THEN null ELSE cast(IR_retnet#94068275 as float) END AS IR_retnet#94068590, CASE WHEN ((turnover#94068276 = NA) OR (turnover#94068276 = null)) THEN null ELSE cast(turnover#94068276 as float) END AS turnover#94068591, CASE WHEN ((coverage#94068277 = NA) OR (coverage#94068277 = null)) THEN null ELSE cast(coverage#94068277 as float) END AS coverage#94068652]
Input [26]: [cap#94068252, retIC#94068253, resretIC#94068254, numcos#94068255, numdates#94068256, annual_bmret#94068257, annual_ret#94068258, std_ret#94068259, Sharpe_ret#94068260, PctPos_ret#94068261, TR_ret#94068262, IR_ret#94068263, annual_resret#94068264, std_resret#94068265, Sharpe_resret#94068266, PctPos_resret#94068267, TR_resret#94068268, IR_resret#94068269, annual_retnet#94068270, std_retnet#94068271, Sharpe_retnet#94068272, PctPos_retnet#94068273, TR_retnet#94068274, IR_retnet#94068275, turnover#94068276, coverage#94068277]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94068419, cap#94068413]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94068419, cap#94068413]
Condition : (isnotnull(cap#94068413) AND (cap#94068413 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94068419 AS ret_large#94071005]
Input [2]: [annual_ret#94068419, cap#94068413]
(10) InMemoryTableScan
Output [2]: [annual_ret#94068419, cap#94068413]
Arguments: [annual_ret#94068419, cap#94068413], [isnotnull(cap#94068413), (cap#94068413 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94068413, retIC#94068414, resretIC#94068415, numcos#94068416, numdates#94068417, annual_bmret#94068418, annual_ret#94068419, std_ret#94068420, Sharpe_ret#94068421, PctPos_ret#94068422, TR_ret#94068423, IR_ret#94068424, annual_resret#94068425, std_resret#94068426, Sharpe_resret#94068507, PctPos_resret#94068508, TR_resret#94068520, IR_resret#94068534, annual_retnet#94068547, std_retnet#94068548, Sharpe_retnet#94068549, PctPos_retnet#94068562, TR_retnet#94068563, IR_retnet#94068590, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94068252 = NA) OR (cap#94068252 = null)) THEN null ELSE cast(cap#94068252 as float) END AS cap#94068413, CASE WHEN ((retIC#94068253 = NA) OR (retIC#94068253 = null)) THEN null ELSE cast(retIC#94068253 as float) END AS retIC#94068414, CASE WHEN ((resretIC#94068254 = NA) OR (resretIC#94068254 = null)) THEN null ELSE cast(resretIC#94068254 as float) END AS resretIC#94068415, CASE WHEN ((numcos#94068255 = NA) OR (numcos#94068255 = null)) THEN null ELSE cast(numcos#94068255 as float) END AS numcos#94068416, CASE WHEN ((numdates#94068256 = NA) OR (numdates#94068256 = null)) THEN null ELSE cast(numdates#94068256 as int) END AS numdates#94068417, CASE WHEN ((annual_bmret#94068257 = NA) OR (annual_bmret#94068257 = null)) THEN null ELSE cast(annual_bmret#94068257 as float) END AS annual_bmret#94068418, CASE WHEN ((annual_ret#94068258 = NA) OR (annual_ret#94068258 = null)) THEN null ELSE cast(annual_ret#94068258 as float) END AS annual_ret#94068419, CASE WHEN ((std_ret#94068259 = NA) OR (std_ret#94068259 = null)) THEN null ELSE cast(std_ret#94068259 as float) END AS std_ret#94068420, CASE WHEN ((Sharpe_ret#94068260 = NA) OR (Sharpe_ret#94068260 = null)) THEN null ELSE cast(Sharpe_ret#94068260 as float) END AS Sharpe_ret#94068421, CASE WHEN ((PctPos_ret#94068261 = NA) OR (PctPos_ret#94068261 = null)) THEN null ELSE cast(PctPos_ret#94068261 as float) END AS PctPos_ret#94068422, CASE WHEN ((TR_ret#94068262 = NA) OR (TR_ret#94068262 = null)) THEN null ELSE cast(TR_ret#94068262 as float) END AS TR_ret#94068423, CASE WHEN ((IR_ret#94068263 = NA) OR (IR_ret#94068263 = null)) THEN null ELSE cast(IR_ret#94068263 as float) END AS IR_ret#94068424, CASE WHEN ((annual_resret#94068264 = NA) OR (annual_resret#94068264 = null)) THEN null ELSE cast(annual_resret#94068264 as float) END AS annual_resret#94068425, CASE WHEN ((std_resret#94068265 = NA) OR (std_resret#94068265 = null)) THEN null ELSE cast(std_resret#94068265 as float) END AS std_resret#94068426, CASE WHEN ((Sharpe_resret#94068266 = NA) OR (Sharpe_resret#94068266 = null)) THEN null ELSE cast(Sharpe_resret#94068266 as float) END AS Sharpe_resret#94068507, CASE WHEN ((PctPos_resret#94068267 = NA) OR (PctPos_resret#94068267 = null)) THEN null ELSE cast(PctPos_resret#94068267 as float) END AS PctPos_resret#94068508, CASE WHEN ((TR_resret#94068268 = NA) OR (TR_resret#94068268 = null)) THEN null ELSE cast(TR_resret#94068268 as float) END AS TR_resret#94068520, CASE WHEN ((IR_resret#94068269 = NA) OR (IR_resret#94068269 = null)) THEN null ELSE cast(IR_resret#94068269 as float) END AS IR_resret#94068534, CASE WHEN ((annual_retnet#94068270 = NA) OR (annual_retnet#94068270 = null)) THEN null ELSE cast(annual_retnet#94068270 as float) END AS annual_retnet#94068547, CASE WHEN ((std_retnet#94068271 = NA) OR (std_retnet#94068271 = null)) THEN null ELSE cast(std_retnet#94068271 as float) END AS std_retnet#94068548, CASE WHEN ((Sharpe_retnet#94068272 = NA) OR (Sharpe_retnet#94068272 = null)) THEN null ELSE cast(Sharpe_retnet#94068272 as float) END AS Sharpe_retnet#94068549, CASE WHEN ((PctPos_retnet#94068273 = NA) OR (PctPos_retnet#94068273 = null)) THEN null ELSE cast(PctPos_retnet#94068273 as float) END AS PctPos_retnet#94068562, CASE WHEN ((TR_retnet#94068274 = NA) OR (TR_retnet#94068274 = null)) THEN null ELSE cast(TR_retnet#94068274 as float) END AS TR_retnet#94068563, CASE WHEN ((IR_retnet#94068275 = NA) OR (IR_retnet#94068275 = null)) THEN null ELSE cast(IR_retnet#94068275 as float) END AS IR_retnet#94068590, ... 2 more fields]
+- FileScan csv [cap#94068252,retIC#94068253,resretIC#94068254,numcos#94068255,numdates#94068256,annual_bmret#94068257,annual_ret#94068258,std_ret#94068259,Sharpe_ret#94068260,PctPos_ret#94068261,TR_ret#94068262,IR_ret#94068263,annual_resret#94068264,std_resret#94068265,Sharpe_resret#94068266,PctPos_resret#94068267,TR_resret#94068268,IR_resret#94068269,annual_retnet#94068270,std_retnet#94068271,Sharpe_retnet#94068272,PctPos_retnet#94068273,TR_retnet#94068274,IR_retnet#94068275,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(12) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94068419, cap#94068413]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94068419, cap#94068413]
Condition : (isnotnull(cap#94068413) AND (cap#94068413 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94068419 AS ret_small#94071035]
Input [2]: [annual_ret#94068419, cap#94068413]
(15) BroadcastExchange
Input [1]: [ret_small#94071035]
Arguments: IdentityBroadcastMode, [id=#7510946]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94071005, ret_small#94071035, (ret_large#94071005 - ret_small#94071035) AS differential#94071124]
Input [2]: [ret_large#94071005, ret_small#94071035]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94071005, ret_small#94071035, differential#94071124]
(19) CollectLimit
Input [3]: [ret_large#94071005, ret_small#94071035, differential#94071124]
Arguments: 1000000